Region-specific models integrate microscale properties into BOLD signals simulation: the rise of the Hybrid Virtual Brain

Motivation: Virtual brain simulators lack microcircuit region-specificity, critical to extract physiological information at higher scale. Goal(s): We develop a Hybrid Virtual Brain based on region-specific model to enhance BOLD signals simulation. Approach: We simulate whole-brain dynamics by associating the cerebellar mean-field model to the cerebellar cortical regions, and a generic model to the deep cerebellar nuclei and cerebrum. Results: Hybrid Virtual Brain simulations reproduced the rhythmic oscillations and coherence typical of the cerebellar microcircuit and allowed us to correlate electrophysiological and fMRI signals to specific neuronal populations. Impact: By integrating region-specific model technology, the Hybrid Virtual Brain enhances BOLD simulations and captures brain rhythmic oscillations. Its application to neurological diseases will enable the reproduction of altered brain rhythms, fostering the generation of an effective brain digital twin.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/4980
Primary Topic
Functional Brain Connectivity Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Region-specific models integrate microscale properties into BOLD signals simulation: the rise of the Hybrid Virtual Brain

Claudia Casellato, Fulvia Palesi, Egidio D’Angelo, Roberta Lorenzi et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Functional Brain Connectivity Studies
article

Region-specific models integrate microscale properties into BOLD signals simulation: the rise of the Hybrid Virtual Brain

Claudia Casellato, Fulvia Palesi, Egidio D’Angelo, Roberta Lorenzi, Claudia Gandini Wheeler Kingshott
article en

Abstract

Motivation: Virtual brain simulators lack microcircuit region-specificity, critical to extract physiological information at higher scale. Goal(s): We develop a Hybrid Virtual Brain based on region-specific model to enhance BOLD signals simulation. Approach: We simulate whole-brain dynamics by associating the cerebellar mean-field model to the cerebellar cortical regions, and a generic model to the deep cerebellar nuclei and cerebrum. Results: Hybrid Virtual Brain simulations reproduced the rhythmic oscillations and coherence typical of the cerebellar microcircuit and allowed us to correlate electrophysiological and fMRI signals to specific neuronal populations. Impact: By integrating region-specific model technology, the Hybrid Virtual Brain enhances BOLD simulations and captures brain rhythmic oscillations. Its application to neurological diseases will enable the reproduction of altered brain rhythms, fostering the generation of an effective brain digital twin.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 75%
Functional Brain Connectivity Studies
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Region-specific models integrate microscale properties into BOLD signals simulation: the rise of the Hybrid Virtual Brain — Claudia Casellato, Fulvia Palesi, et al. · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2025) | TGRS Research Map | TGRS